Submissions & Scores

data2text
common_gen_test
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
ByT5-xl (Baseline)
T5-base (Baseline)
T5-large (Baseline)
T5-small (Baseline)
T5-xl (Baseline)
BART-base
mT5_base
mT5_large
mT5_small
mT5_xl
NUIG-DSI
POINTER
t5-small
cs_restaurants_test
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
ByT5-xl (Baseline)
T5-base (Baseline)
T5-large (Baseline)
T5-small (Baseline)
T5-xl (Baseline)
mT5_base
mT5_large
mT5_small
mT5_xl
TGen_lemma-tag+RNNLM
TGen+RNNLM
TGen
dart_test
T5-base (Baseline)
T5-large (Baseline)
T5-small (Baseline)
T5-xl (Baseline)
BART-base
mT5_base
mT5_large
mT5_small
mT5_xl
NUIG-DSI
t5-small
e2e_nlg_test
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
ByT5-xl (Baseline)
T5-base (Baseline)
T5-large (Baseline)
T5-small (Baseline)
T5-xl (Baseline)
mT5_base
mT5_large
mT5_small
mT5_xl
FB_NLG
NUIG-DSI
totto_test
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
ByT5-xl (Baseline)
T5-base (Baseline)
T5-large (Baseline)
T5-small (Baseline)
T5-xl (Baseline)
mT5_base
mT5_large
mT5_small
mT5_xl
t5-small
web_nlg_en_test
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
ByT5-xl (Baseline)
T5-base (Baseline)
T5-large (Baseline)
T5-small (Baseline)
T5-xl (Baseline)
mT5_base
mT5_large
mT5_small
mT5_xl
FB_NLG
NUIG-DSI
web_nlg_ru_test
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
ByT5-xl (Baseline)
T5-base (Baseline)
T5-large (Baseline)
T5-small (Baseline)
T5-xl (Baseline)
mT5_base
mT5_large
mT5_small
mT5_xl
dialog
schema_guided_dialog_test
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
ByT5-xl (Baseline)
T5-base (Baseline)
T5-large (Baseline)
T5-small (Baseline)
T5-xl (Baseline)
mT5_base
mT5_large
mT5_small
mT5_xl
FB_NLG
simplification
wiki_auto_asset_turk_test_asset
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
T5-base (Baseline)
T5-large (Baseline)
T5-small (Baseline)
T5-xl (Baseline)
BART-base
mT5_base
mT5_large
mT5_small
mT5_xl
SimpleNER_baseline
SimpleNER
t5-small
wiki_auto_asset_turk_test_turk
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
T5-base (Baseline)
T5-large (Baseline)
T5-small (Baseline)
T5-xl (Baseline)
BART-base
mT5_base
mT5_large
mT5_small
mT5_xl
SimpleNER_baseline
SimpleNER
t5-small
summarization
mlsum_de_test
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
ByT5-xl (Baseline)
T5-base (Baseline)
T5-large (Baseline)
T5-small (Baseline)
T5-xl (Baseline)
mT5_base
mT5_large
mT5_small
mT5_xl
mlsum_es_test
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
ByT5-xl (Baseline)
T5-base (Baseline)
T5-large (Baseline)
T5-small (Baseline)
T5-xl (Baseline)
mT5_base
mT5_large
mT5_small
mT5_xl
wiki_lingua_russian_ru_test
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
ByT5-xl (Baseline)
T5-base (Baseline)
T5-large (Baseline)
T5-small (Baseline)
T5-xl (Baseline)
mT5_base
mT5_large
mT5_small
mT5_xl
wiki_lingua_spanish_es_test
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
ByT5-xl (Baseline)
T5-base (Baseline)
T5-large (Baseline)
T5-small (Baseline)
T5-xl (Baseline)
mT5_base
mT5_large
mT5_small
mT5_xl
wiki_lingua_turkish_tr_test
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
ByT5-xl (Baseline)
T5-base (Baseline)
T5-large (Baseline)
T5-small (Baseline)
T5-xl (Baseline)
mT5_base
mT5_large
mT5_small
mT5_xl
wiki_lingua_vietnamese_vi_test
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
ByT5-xl (Baseline)
T5-base (Baseline)
T5-large (Baseline)
T5-small (Baseline)
T5-xl (Baseline)
mT5_base
mT5_large
mT5_small
mT5_xl
xsum_test
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
ByT5-xl (Baseline)
PEGASUS
T5-base (Baseline)
T5-large (Baseline)
T5-small (Baseline)
T5-xl (Baseline)
mT5_base
mT5_large
mT5_small
mT5_xl

Measures

descriptive
Output Length
Vocabulary Size
Bigram Vocabulary Size
diversity
MSTTR
Distinct-1
Distinct-2
Unique-1
Unique-2
Entropy-1
Entropy-2
Bigram Conditional Entropy
faithful
NUBIA
lexical
ROUGE-1
ROUGE-2
ROUGE-L
BLEU
Meteor
SARI
NIST
semantic
BERTScore
BLEURT

Visualization

Output LengthVocabulary SizeBigram Vocabulary SizeBigram Conditional EntropyDistinct-1Distinct-2Entropy-1Entropy-2MSTTRUnique-1Unique-2NUBIABLEUMeteorNISTROUGE-1ROUGE-2ROUGE-LSARIBERTScoreBLEURT1158.3837.4k130161k4325.551.340.3900.0010.8610.00310.63.7616.15.710.7770.23322.4k0.000130k32.00.8380.06292.40.0030.6700.00014.00.0230.9360.0030.8860.0000.9320.00370.134.80.9800.5320.405−1.49

Table

Results:, Measures:
mean_pred_length
vocab_size-1
vocab_size-2
cond_entropy-2
distinct-1
distinct-2
entropy-1
entropy-2
msttr-100
unique-1
unique-2
nubia
bleu
meteor
nist
rouge1
rouge2
rougeL
sari
bertscore
bleurt
data2textcommon gen test
dart test
T5-xl (Baseline)
T5-xl (Baseline)
T5-xl (Baseline)
T5-xl (Baseline)
T5-xl (Baseline)
T5-xl (Baseline)
T5-xl (Baseline)
T5-xl (Baseline)
T5-xl (Baseline)
T5-xl (Baseline)
T5-xl (Baseline)
e2e nlg test
T5-base (Baseline)
T5-large (Baseline)
T5-xl (Baseline)
T5-small (Baseline)
mT5_xl
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
ByT5-xl (Baseline)
T5-xl (Baseline)
ByT5-base (Baseline)
T5-xl (Baseline)
ByT5-small (Baseline)
T5-large (Baseline)
ByT5-xl (Baseline)
ByT5-base (Baseline)
ByT5-small (Baseline)
T5-xl (Baseline)
ByT5-xl (Baseline)
ByT5-large (Baseline)
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
ByT5-xl (Baseline)
T5-xl (Baseline)
ByT5-base (Baseline)
ByT5-small (Baseline)
ByT5-xl (Baseline)
ByT5-large (Baseline)
T5-xl (Baseline)
ByT5-base (Baseline)
ByT5-small (Baseline)
ByT5-xl (Baseline)
ByT5-large (Baseline)
T5-xl (Baseline)
ByT5-base (Baseline)
T5-xl (Baseline)
ByT5-small (Baseline)
ByT5-xl (Baseline)
T5-large (Baseline)
T5-xl (Baseline)
ByT5-base (Baseline)
T5-large (Baseline)
T5-base (Baseline)
ByT5-small (Baseline)
ByT5-base (Baseline)
ByT5-small (Baseline)
T5-xl (Baseline)
ByT5-large (Baseline)
ByT5-xl (Baseline)
ByT5-small (Baseline)
ByT5-base (Baseline)
T5-xl (Baseline)
ByT5-xl (Baseline)
T5-large (Baseline)
mT5_large
mT5_base
FB_NLG
mT5_xl
T5-small (Baseline)
mT5_large
mT5_xl
mT5_base
T5-small (Baseline)
mT5_small
mT5_large
mT5_xl
mT5_base
FB_NLG
T5-small (Baseline)
mT5_large
FB_NLG
mT5_xl
mT5_base
T5-small (Baseline)
FB_NLG
mT5_base
mT5_large
mT5_xl
mT5_small
mT5_base
mT5_large
NUIG-DSI
FB_NLG
mT5_small
NUIG-DSI
mT5_base
mT5_small
mT5_large
mT5_xl
mT5_large
mT5_base
FB_NLG
mT5_xl
mT5_small
mT5_base
mT5_large
mT5_xl
mT5_small
FB_NLG
totto test
T5-xl (Baseline)
T5-large (Baseline)
ByT5-base (Baseline)
ByT5-small (Baseline)
T5-base (Baseline)
T5-xl (Baseline)
T5-large (Baseline)
ByT5-base (Baseline)
ByT5-small (Baseline)
T5-base (Baseline)
T5-xl (Baseline)
T5-large (Baseline)
ByT5-base (Baseline)
ByT5-small (Baseline)
T5-base (Baseline)
T5-xl (Baseline)
ByT5-small (Baseline)
ByT5-base (Baseline)
T5-large (Baseline)
ByT5-xl (Baseline)
t5-small
ByT5-xl (Baseline)
ByT5-large (Baseline)
ByT5-base (Baseline)
ByT5-small (Baseline)
ByT5-small (Baseline)
ByT5-base (Baseline)
ByT5-xl (Baseline)
T5-large (Baseline)
T5-xl (Baseline)
T5-base (Baseline)
ByT5-xl (Baseline)
ByT5-base (Baseline)
ByT5-small (Baseline)
T5-large (Baseline)
T5-xl (Baseline)
ByT5-small (Baseline)
T5-large (Baseline)
ByT5-base (Baseline)
T5-base (Baseline)
ByT5-xl (Baseline)
ByT5-base (Baseline)
t5-small
T5-base (Baseline)
ByT5-large (Baseline)
T5-xl (Baseline)
ByT5-base (Baseline)
T5-large (Baseline)
ByT5-xl (Baseline)
ByT5-small (Baseline)
T5-xl (Baseline)
T5-large (Baseline)
ByT5-base (Baseline)
ByT5-small (Baseline)
T5-base (Baseline)
mT5_xl
T5-xl (Baseline)
T5-base (Baseline)
T5-large (Baseline)
ByT5-xl (Baseline)
T5-base (Baseline)
T5-xl (Baseline)
ByT5-xl (Baseline)
mT5_xl
T5-large (Baseline)
mT5_xl
T5-xl (Baseline)
T5-base (Baseline)
mT5_large
T5-large (Baseline)
T5-base (Baseline)
mT5_xl
ByT5-xl (Baseline)
T5-xl (Baseline)
T5-large (Baseline)
T5-base (Baseline)
T5-xl (Baseline)
T5-large (Baseline)
ByT5-xl (Baseline)
mT5_xl
T5-base (Baseline)
ByT5-xl (Baseline)
T5-xl (Baseline)
T5-large (Baseline)
ByT5-base (Baseline)
T5-base (Baseline)
ByT5-xl (Baseline)
T5-xl (Baseline)
T5-large (Baseline)
ByT5-base (Baseline)
ByT5-xl (Baseline)
T5-base (Baseline)
mT5_xl
T5-xl (Baseline)
mT5_large
T5-base (Baseline)
mT5_xl
mT5_large
ByT5-xl (Baseline)
T5-xl (Baseline)
cs restaurants test
T5-large (Baseline)
T5-xl (Baseline)
T5-base (Baseline)
T5-small (Baseline)
mT5_large
T5-large (Baseline)
T5-xl (Baseline)
T5-small (Baseline)
ByT5-xl (Baseline)
T5-base (Baseline)
T5-large (Baseline)
T5-xl (Baseline)
T5-small (Baseline)
ByT5-large (Baseline)
ByT5-xl (Baseline)
T5-small (Baseline)
T5-xl (Baseline)
T5-large (Baseline)
T5-base (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
mT5_xl
ByT5-base (Baseline)
ByT5-xl (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
ByT5-large (Baseline)
mT5_xl
ByT5-xl (Baseline)
ByT5-base (Baseline)
ByT5-xl (Baseline)
ByT5-small (Baseline)
ByT5-large (Baseline)
mT5_xl
ByT5-base (Baseline)
T5-small (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
ByT5-xl (Baseline)
mT5_xl
ByT5-small (Baseline)
ByT5-xl (Baseline)
ByT5-base (Baseline)
mT5_xl
ByT5-large (Baseline)
T5-small (Baseline)
T5-xl (Baseline)
T5-large (Baseline)
T5-base (Baseline)
ByT5-xl (Baseline)
ByT5-large (Baseline)
ByT5-xl (Baseline)
T5-xl (Baseline)
T5-large (Baseline)
T5-small (Baseline)
TGen_lemma-tag+RNNLM
TGen
TGen+RNNLM
ByT5-base (Baseline)
ByT5-small (Baseline)
TGen_lemma-tag+RNNLM
TGen+RNNLM
TGen
mT5_base
mT5_xl
TGen
TGen+RNNLM
mT5_large
mT5_base
TGen_lemma-tag+RNNLM
TGen_lemma-tag+RNNLM
TGen
TGen+RNNLM
mT5_base
mT5_xl
TGen_lemma-tag+RNNLM
TGen
TGen+RNNLM
ByT5-base (Baseline)
mT5_base
TGen_lemma-tag+RNNLM
TGen
TGen+RNNLM
mT5_base
mT5_large
TGen_lemma-tag+RNNLM
TGen
TGen+RNNLM
mT5_base
ByT5-base (Baseline)
TGen_lemma-tag+RNNLM
mT5_large
mT5_base
TGen
TGen+RNNLM
TGen
TGen_lemma-tag+RNNLM
TGen+RNNLM
mT5_large
mT5_base
web nlg en test
mT5_small
T5-small (Baseline)
T5-base (Baseline)
mT5_base
mT5_large
T5-small (Baseline)
T5-large (Baseline)
T5-base (Baseline)
mT5_small
ByT5-base (Baseline)
T5-large (Baseline)
T5-base (Baseline)
T5-small (Baseline)
T5-xl (Baseline)
mT5_small
T5-large (Baseline)
T5-base (Baseline)
T5-small (Baseline)
mT5_small
T5-xl (Baseline)
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-xl (Baseline)
ByT5-small (Baseline)
T5-large (Baseline)
ByT5-xl (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
ByT5-base (Baseline)
T5-large (Baseline)
ByT5-xl (Baseline)
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
T5-xl (Baseline)
T5-large (Baseline)
T5-base (Baseline)
T5-xl (Baseline)
ByT5-large (Baseline)
ByT5-xl (Baseline)
ByT5-xl (Baseline)
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
NUIG-DSI
T5-small (Baseline)
T5-large (Baseline)
T5-base (Baseline)
ByT5-base (Baseline)
ByT5-small (Baseline)
T5-large (Baseline)
T5-base (Baseline)
T5-small (Baseline)
ByT5-small (Baseline)
ByT5-xl (Baseline)
FB_NLG
mT5_xl
T5-xl (Baseline)
mT5_large
mT5_base
FB_NLG
mT5_xl
T5-xl (Baseline)
mT5_large
mT5_base
FB_NLG
mT5_xl
T5-xl (Baseline)
mT5_large
mT5_base
FB_NLG
mT5_xl
T5-xl (Baseline)
mT5_large
mT5_base
FB_NLG
T5-xl (Baseline)
mT5_xl
mT5_large
ByT5-base (Baseline)
FB_NLG
mT5_xl
T5-xl (Baseline)
ByT5-base (Baseline)
ByT5-xl (Baseline)
FB_NLG
mT5_xl
ByT5-base (Baseline)
T5-xl (Baseline)
ByT5-xl (Baseline)
FB_NLG
mT5_xl
T5-xl (Baseline)
mT5_large
ByT5-base (Baseline)
FB_NLG
mT5_xl
T5-xl (Baseline)
mT5_large
NUIG-DSI
web nlg ru test
T5-small (Baseline)
T5-large (Baseline)
T5-xl (Baseline)
T5-base (Baseline)
mT5_base
mT5_large
mT5_base
mT5_xl
ByT5-large (Baseline)
ByT5-base (Baseline)
T5-xl (Baseline)
T5-large (Baseline)
mT5_large
mT5_base
mT5_xl
T5-xl (Baseline)
T5-large (Baseline)
T5-base (Baseline)
T5-small (Baseline)
ByT5-xl (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
ByT5-base (Baseline)
ByT5-xl (Baseline)
mT5_large
ByT5-large (Baseline)
ByT5-small (Baseline)
ByT5-base (Baseline)
mT5_large
mT5_base
ByT5-large (Baseline)
ByT5-small (Baseline)
ByT5-base (Baseline)
mT5_large
mT5_xl
mT5_large
ByT5-large (Baseline)
mT5_base
ByT5-small (Baseline)
mT5_xl
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
mT5_large
mT5_xl
ByT5-large (Baseline)
ByT5-base (Baseline)
ByT5-small (Baseline)
T5-xl (Baseline)
mT5_large
ByT5-large (Baseline)
ByT5-base (Baseline)
ByT5-small (Baseline)
T5-xl (Baseline)
T5-large (Baseline)
mT5_xl
mT5_base
mT5_large
mT5_small
ByT5-base (Baseline)
mT5_xl
mT5_large
mT5_base
mT5_small
ByT5-base (Baseline)
mT5_large
mT5_xl
mT5_base
mT5_small
ByT5-base (Baseline)
mT5_xl
mT5_large
mT5_base
mT5_small
ByT5-base (Baseline)
mT5_xl
mT5_large
mT5_base
T5-xl (Baseline)
T5-large (Baseline)
mT5_xl
mT5_base
mT5_large
T5-xl (Baseline)
mT5_small
mT5_xl
mT5_large
mT5_base
T5-xl (Baseline)
T5-base (Baseline)
mT5_large
mT5_xl
mT5_base
mT5_small
ByT5-base (Baseline)
mT5_large
mT5_base
mT5_xl
mT5_small
ByT5-base (Baseline)
summarizationmlsum de test
mT5_xl
T5-xl (Baseline)
mT5_large
mT5_base
T5-large (Baseline)
T5-xl (Baseline)
mT5_xl
mT5_base
mT5_small
mT5_large
mT5_xl
T5-xl (Baseline)
mT5_base
mT5_large
mT5_small
mT5_large
mT5_xl
mT5_base
T5-xl (Baseline)
mT5_small
ByT5-small (Baseline)
ByT5-large (Baseline)
ByT5-base (Baseline)
ByT5-xl (Baseline)
T5-base (Baseline)
mT5_base
mT5_small
ByT5-small (Baseline)
T5-xl (Baseline)
mT5_large
T5-xl (Baseline)
mT5_xl
mT5_base
mT5_small
mT5_large
T5-xl (Baseline)
mT5_xl
mT5_base
mT5_large
mT5_small
mT5_base
T5-xl (Baseline)
mT5_large
mT5_xl
mT5_small
T5-xl (Baseline)
mT5_xl
mT5_base
mT5_small
mT5_large
mT5_xl
T5-xl (Baseline)
mT5_base
mT5_large
mT5_small
T5-xl (Baseline)
mT5_xl
mT5_large
mT5_base
T5-base (Baseline)
T5-base (Baseline)
mT5_small
mT5_base
mT5_large
T5-xl (Baseline)
T5-xl (Baseline)
mT5_xl
mT5_large
mT5_base
mT5_small
T5-base (Baseline)
mT5_base
mT5_large
mT5_small
T5-xl (Baseline)
T5-xl (Baseline)
mT5_xl
mT5_large
mT5_base
T5-base (Baseline)
T5-xl (Baseline)
mT5_xl
mT5_large
mT5_base
T5-base (Baseline)
T5-xl (Baseline)
mT5_xl
mT5_large
mT5_base
T5-base (Baseline)
T5-xl (Baseline)
mT5_xl
mT5_large
mT5_base
T5-base (Baseline)
mT5_xl
mT5_large
T5-xl (Baseline)
mT5_base
T5-base (Baseline)
mlsum es test
ByT5-xl (Baseline)
T5-base (Baseline)
mT5_base
T5-small (Baseline)
T5-large (Baseline)
mT5_base
mT5_xl
T5-base (Baseline)
ByT5-base (Baseline)
mT5_small
mT5_base
mT5_xl
T5-base (Baseline)
mT5_large
mT5_small
mT5_large
mT5_xl
mT5_base
mT5_small
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
ByT5-base (Baseline)
mT5_base
mT5_small
ByT5-small (Baseline)
ByT5-large (Baseline)
ByT5-base (Baseline)
mT5_base
mT5_xl
mT5_base
ByT5-small (Baseline)
mT5_xl
ByT5-base (Baseline)
mT5_large
mT5_base
mT5_xl
mT5_large
ByT5-small (Baseline)
ByT5-base (Baseline)
mT5_large
mT5_base
mT5_xl
ByT5-base (Baseline)
ByT5-large (Baseline)
mT5_base
mT5_xl
ByT5-base (Baseline)
T5-base (Baseline)
ByT5-small (Baseline)
mT5_base
mT5_xl
T5-base (Baseline)
mT5_large
mT5_small
mT5_xl
ByT5-base (Baseline)
mT5_large
ByT5-small (Baseline)
ByT5-xl (Baseline)
mT5_xl
mT5_base
mT5_large
ByT5-base (Baseline)
mT5_small
mT5_xl
mT5_large
mT5_base
ByT5-base (Baseline)
ByT5-small (Baseline)
mT5_xl
mT5_large
mT5_base
ByT5-base (Baseline)
mT5_small
mT5_xl
mT5_large
T5-xl (Baseline)
ByT5-base (Baseline)
mT5_base
mT5_xl
T5-xl (Baseline)
mT5_large
ByT5-base (Baseline)
mT5_base
mT5_xl
T5-xl (Baseline)
mT5_large
ByT5-base (Baseline)
mT5_base
mT5_xl
mT5_large
mT5_base
ByT5-base (Baseline)
T5-xl (Baseline)
mT5_xl
mT5_large
ByT5-base (Baseline)
mT5_base
mT5_small
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ByT5-base (Baseline)
mT5_base
T5-xl (Baseline)
T5-base (Baseline)
ByT5-small (Baseline)
T5-xl (Baseline)
ByT5-base (Baseline)
ByT5-large (Baseline)
T5-large (Baseline)
T5-base (Baseline)
T5-xl (Baseline)
T5-large (Baseline)
ByT5-base (Baseline)
ByT5-small (Baseline)
T5-base (Baseline)
ByT5-base (Baseline)
ByT5-small (Baseline)
ByT5-large (Baseline)
T5-xl (Baseline)
T5-large (Baseline)
ByT5-large (Baseline)
T5-xl (Baseline)
mT5_xl
ByT5-xl (Baseline)
PEGASUS
T5-xl (Baseline)
T5-large (Baseline)
ByT5-large (Baseline)
ByT5-base (Baseline)
ByT5-small (Baseline)
T5-xl (Baseline)
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
T5-large (Baseline)
T5-xl (Baseline)
T5-large (Baseline)
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
T5-xl (Baseline)
ByT5-base (Baseline)
ByT5-large (Baseline)
T5-large (Baseline)
PEGASUS
T5-xl (Baseline)
ByT5-large (Baseline)
PEGASUS
ByT5-base (Baseline)
T5-large (Baseline)
T5-xl (Baseline)
T5-large (Baseline)
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
T5-xl (Baseline)
mT5_xl
T5-large (Baseline)
ByT5-xl (Baseline)
T5-base (Baseline)
T5-xl (Baseline)
T5-large (Baseline)
mT5_xl
ByT5-xl (Baseline)
T5-base (Baseline)
T5-xl (Baseline)
mT5_xl
T5-large (Baseline)
ByT5-xl (Baseline)
T5-base (Baseline)
T5-xl (Baseline)
mT5_xl
ByT5-xl (Baseline)
T5-large (Baseline)
T5-base (Baseline)
T5-xl (Baseline)
mT5_xl
ByT5-xl (Baseline)
T5-large (Baseline)
T5-base (Baseline)
T5-xl (Baseline)
mT5_xl
ByT5-xl (Baseline)
T5-large (Baseline)
T5-base (Baseline)
T5-xl (Baseline)
mT5_xl
ByT5-xl (Baseline)
T5-large (Baseline)
T5-base (Baseline)
T5-xl (Baseline)
mT5_xl
T5-large (Baseline)
ByT5-xl (Baseline)
T5-base (Baseline)
T5-xl (Baseline)
mT5_xl
T5-large (Baseline)
ByT5-xl (Baseline)
T5-base (Baseline)
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T5-large (Baseline)
T5-small (Baseline)
T5-xl (Baseline)
T5-base (Baseline)
mT5_small
T5-xl (Baseline)
T5-base (Baseline)
mT5_large
mT5_base
mT5_small
T5-xl (Baseline)
T5-base (Baseline)
mT5_large
mT5_xl
mT5_small
T5-xl (Baseline)
mT5_xl
T5-base (Baseline)
mT5_large
ByT5-small (Baseline)
ByT5-xl (Baseline)
ByT5-large (Baseline)
ByT5-base (Baseline)
ByT5-small (Baseline)
mT5_xl
ByT5-xl (Baseline)
ByT5-large (Baseline)
ByT5-base (Baseline)
ByT5-small (Baseline)
mT5_xl
ByT5-xl (Baseline)
T5-xl (Baseline)
ByT5-large (Baseline)
T5-base (Baseline)
ByT5-base (Baseline)
T5-xl (Baseline)
T5-base (Baseline)
mT5_xl
mT5_large
mT5_base
ByT5-large (Baseline)
ByT5-base (Baseline)
ByT5-small (Baseline)
T5-xl (Baseline)
T5-base (Baseline)
ByT5-xl (Baseline)
T5-xl (Baseline)
T5-base (Baseline)
mT5_large
ByT5-large (Baseline)
T5-xl (Baseline)
T5-base (Baseline)
mT5_large
mT5_xl
mT5_base
mT5_xl
mT5_large
ByT5-base (Baseline)
mT5_base
T5-xl (Baseline)
mT5_xl
mT5_large
mT5_base
T5-xl (Baseline)
mT5_small
mT5_xl
mT5_large
mT5_base
T5-xl (Baseline)
mT5_small
mT5_xl
mT5_large
mT5_base
T5-xl (Baseline)
mT5_small
mT5_xl
ByT5-base (Baseline)
mT5_large
ByT5-small (Baseline)
mT5_base
mT5_xl
ByT5-base (Baseline)
mT5_large
ByT5-small (Baseline)
mT5_base
mT5_xl
ByT5-base (Baseline)
ByT5-small (Baseline)
mT5_large
ByT5-large (Baseline)
mT5_xl
mT5_large
ByT5-base (Baseline)
mT5_base
ByT5-small (Baseline)
mT5_xl
ByT5-base (Baseline)
mT5_large
ByT5-small (Baseline)
ByT5-large (Baseline)
mT5_xl
mT5_large
mT5_base
ByT5-base (Baseline)
mT5_small
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T5-small (Baseline)
T5-large (Baseline)
mT5_small
T5-xl (Baseline)
mT5_large
T5-xl (Baseline)
mT5_xl
ByT5-base (Baseline)
ByT5-large (Baseline)
mT5_large
T5-xl (Baseline)
mT5_xl
ByT5-base (Baseline)
mT5_large
ByT5-small (Baseline)
ByT5-small (Baseline)
ByT5-base (Baseline)
mT5_xl
T5-xl (Baseline)
ByT5-large (Baseline)
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-xl (Baseline)
ByT5-small (Baseline)
T5-xl (Baseline)
ByT5-base (Baseline)
ByT5-small (Baseline)
ByT5-large (Baseline)
T5-xl (Baseline)
mT5_xl
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
T5-xl (Baseline)
mT5_xl
T5-xl (Baseline)
mT5_xl
ByT5-base (Baseline)
ByT5-small (Baseline)
ByT5-large (Baseline)
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
T5-xl (Baseline)
mT5_xl
T5-xl (Baseline)
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-xl (Baseline)
mT5_xl
mT5_xl
T5-xl (Baseline)
ByT5-base (Baseline)
ByT5-small (Baseline)
ByT5-large (Baseline)
mT5_xl
mT5_small
mT5_large
mT5_base
T5-base (Baseline)
mT5_xl
mT5_large
T5-xl (Baseline)
ByT5-xl (Baseline)
ByT5-base (Baseline)
mT5_xl
mT5_large
T5-xl (Baseline)
ByT5-xl (Baseline)
ByT5-base (Baseline)
mT5_xl
mT5_large
T5-xl (Baseline)
mT5_base
ByT5-base (Baseline)
mT5_xl
ByT5-xl (Baseline)
mT5_large
ByT5-base (Baseline)
ByT5-small (Baseline)
mT5_xl
ByT5-xl (Baseline)
ByT5-base (Baseline)
mT5_large
ByT5-small (Baseline)
mT5_xl
ByT5-xl (Baseline)
mT5_large
ByT5-base (Baseline)
ByT5-small (Baseline)
mT5_xl
ByT5-xl (Baseline)
mT5_large
ByT5-base (Baseline)
T5-xl (Baseline)
mT5_xl
ByT5-xl (Baseline)
mT5_large
ByT5-base (Baseline)
ByT5-small (Baseline)
mT5_xl
mT5_large
ByT5-xl (Baseline)
T5-xl (Baseline)
mT5_base
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mT5_small
mT5_xl
T5-xl (Baseline)
mT5_base
T5-large (Baseline)
ByT5-xl (Baseline)
mT5_xl
T5-xl (Baseline)
ByT5-base (Baseline)
ByT5-small (Baseline)
mT5_xl
T5-xl (Baseline)
ByT5-base (Baseline)
ByT5-small (Baseline)
T5-large (Baseline)
mT5_xl
T5-xl (Baseline)
ByT5-base (Baseline)
ByT5-small (Baseline)
ByT5-large (Baseline)
ByT5-xl (Baseline)
ByT5-small (Baseline)
ByT5-base (Baseline)
ByT5-large (Baseline)
T5-xl (Baseline)
ByT5-xl (Baseline)
ByT5-small (Baseline)
ByT5-base (Baseline)
mT5_xl
T5-xl (Baseline)
ByT5-xl (Baseline)
ByT5-base (Baseline)
mT5_xl
ByT5-small (Baseline)
T5-xl (Baseline)
mT5_xl
T5-xl (Baseline)
ByT5-base (Baseline)
ByT5-small (Baseline)
ByT5-xl (Baseline)
ByT5-base (Baseline)
ByT5-small (Baseline)
mT5_xl
T5-xl (Baseline)
ByT5-xl (Baseline)
ByT5-xl (Baseline)
ByT5-base (Baseline)
T5-xl (Baseline)
mT5_xl
ByT5-small (Baseline)
mT5_xl
T5-xl (Baseline)
ByT5-base (Baseline)
ByT5-small (Baseline)
T5-large (Baseline)
T5-xl (Baseline)
mT5_xl
mT5_small
mT5_large
mT5_base
T5-xl (Baseline)
mT5_xl
T5-large (Baseline)
mT5_large
ByT5-base (Baseline)
T5-xl (Baseline)
mT5_xl
T5-large (Baseline)
mT5_large
ByT5-base (Baseline)
mT5_xl
T5-xl (Baseline)
T5-large (Baseline)
mT5_base
mT5_large
T5-xl (Baseline)
mT5_xl
T5-large (Baseline)
ByT5-base (Baseline)
ByT5-small (Baseline)
T5-xl (Baseline)
mT5_xl
ByT5-base (Baseline)
ByT5-small (Baseline)
T5-large (Baseline)
T5-xl (Baseline)
mT5_xl
mT5_large
ByT5-base (Baseline)
T5-large (Baseline)
T5-xl (Baseline)
mT5_xl
T5-large (Baseline)
mT5_large
ByT5-base (Baseline)
T5-xl (Baseline)
mT5_xl
mT5_large
T5-large (Baseline)
ByT5-base (Baseline)
T5-xl (Baseline)
mT5_xl
mT5_large
T5-large (Baseline)
mT5_base
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T5-small (Baseline)
T5-large (Baseline)
mT5_xl
mT5_large
T5-xl (Baseline)
mT5_xl
T5-xl (Baseline)
ByT5-large (Baseline)
ByT5-xl (Baseline)
ByT5-small (Baseline)
mT5_xl
T5-xl (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
mT5_large
mT5_xl
T5-xl (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
ByT5-xl (Baseline)
ByT5-large (Baseline)
ByT5-xl (Baseline)
ByT5-small (Baseline)
ByT5-base (Baseline)
T5-xl (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
mT5_xl
T5-xl (Baseline)
ByT5-xl (Baseline)
mT5_xl
ByT5-large (Baseline)
ByT5-small (Baseline)
T5-xl (Baseline)
ByT5-xl (Baseline)
mT5_xl
T5-xl (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
ByT5-xl (Baseline)
ByT5-large (Baseline)
mT5_xl
T5-xl (Baseline)
ByT5-small (Baseline)
ByT5-xl (Baseline)
ByT5-large (Baseline)
T5-xl (Baseline)
mT5_xl
ByT5-xl (Baseline)
ByT5-small (Baseline)
mT5_xl
T5-xl (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
ByT5-xl (Baseline)
mT5_xl
mT5_small
mT5_large
T5-xl (Baseline)
mT5_base
mT5_xl
T5-xl (Baseline)
mT5_large
ByT5-xl (Baseline)
ByT5-base (Baseline)
mT5_xl
T5-xl (Baseline)
mT5_large
ByT5-base (Baseline)
ByT5-xl (Baseline)
mT5_xl
T5-xl (Baseline)
mT5_large
T5-large (Baseline)
mT5_small
mT5_xl
T5-xl (Baseline)
mT5_large
ByT5-base (Baseline)
ByT5-xl (Baseline)
mT5_xl
T5-xl (Baseline)
mT5_large
ByT5-xl (Baseline)
ByT5-base (Baseline)
mT5_xl
T5-xl (Baseline)
mT5_large
ByT5-base (Baseline)
ByT5-xl (Baseline)
mT5_xl
T5-xl (Baseline)
mT5_large
ByT5-base (Baseline)
ByT5-xl (Baseline)
mT5_xl
T5-xl (Baseline)
mT5_large
ByT5-base (Baseline)
ByT5-xl (Baseline)
mT5_xl
T5-xl (Baseline)
mT5_large
mT5_base
ByT5-base (Baseline)
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T5-xl (Baseline)
mT5_large
T5-large (Baseline)
T5-base (Baseline)
T5-xl (Baseline)
ByT5-base (Baseline)
ByT5-large (Baseline)
ByT5-small (Baseline)
T5-large (Baseline)
ByT5-small (Baseline)
T5-xl (Baseline)
ByT5-base (Baseline)
ByT5-large (Baseline)
T5-large (Baseline)
ByT5-small (Baseline)
ByT5-base (Baseline)
T5-xl (Baseline)
ByT5-large (Baseline)
T5-large (Baseline)
ByT5-base (Baseline)
ByT5-small (Baseline)
ByT5-large (Baseline)
T5-xl (Baseline)
T5-large (Baseline)
ByT5-small (Baseline)
ByT5-base (Baseline)
T5-xl (Baseline)
ByT5-large (Baseline)
T5-large (Baseline)
ByT5-base (Baseline)
ByT5-small (Baseline)
ByT5-large (Baseline)
T5-xl (Baseline)
mT5_large
ByT5-base (Baseline)
ByT5-small (Baseline)
T5-xl (Baseline)
ByT5-large (Baseline)
T5-large (Baseline)
ByT5-base (Baseline)
T5-xl (Baseline)
ByT5-small (Baseline)
ByT5-large (Baseline)
mT5_large
ByT5-base (Baseline)
ByT5-large (Baseline)
T5-xl (Baseline)
T5-large (Baseline)
ByT5-small (Baseline)
ByT5-small (Baseline)
ByT5-base (Baseline)
T5-xl (Baseline)
ByT5-large (Baseline)
T5-large (Baseline)
FB_NLG
ByT5-xl (Baseline)
mT5_xl
T5-base (Baseline)
mT5_base
FB_NLG
mT5_xl
T5-base (Baseline)
ByT5-xl (Baseline)
T5-small (Baseline)
FB_NLG
mT5_xl
ByT5-xl (Baseline)
T5-base (Baseline)
T5-xl (Baseline)
FB_NLG
mT5_xl
ByT5-xl (Baseline)
T5-base (Baseline)
ByT5-base (Baseline)
FB_NLG
mT5_xl
ByT5-xl (Baseline)
T5-base (Baseline)
T5-small (Baseline)
FB_NLG
mT5_xl
ByT5-xl (Baseline)
T5-base (Baseline)
T5-small (Baseline)
FB_NLG
ByT5-xl (Baseline)
mT5_xl
T5-base (Baseline)
T5-small (Baseline)
FB_NLG
ByT5-xl (Baseline)
mT5_xl
T5-base (Baseline)
T5-small (Baseline)
FB_NLG
ByT5-xl (Baseline)
mT5_xl
T5-base (Baseline)
T5-small (Baseline)
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SimpleNER
t5-small
mT5_large
mT5_base
mT5_small
t5-small
mT5_small
mT5_large
mT5_base
BART-base
t5-small
mT5_small
mT5_large
mT5_base
mT5_xl
SimpleNER
t5-small
SimpleNER_baseline
BART-base
mT5_xl
ByT5-small (Baseline)
ByT5-base (Baseline)
BART-base
T5-base (Baseline)
t5-small
BART-base
t5-small
ByT5-small (Baseline)
T5-base (Baseline)
mT5_small
mT5_small
t5-small
mT5_base
BART-base
mT5_large
t5-small
mT5_small
BART-base
mT5_large
mT5_base
ByT5-small (Baseline)
ByT5-base (Baseline)
BART-base
mT5_small
ByT5-large (Baseline)
t5-small
mT5_large
mT5_small
mT5_base
BART-base
t5-small
mT5_small
mT5_large
mT5_base
BART-base
t5-small
BART-base
mT5_base
mT5_large
mT5_small
t5-small
BART-base
mT5_small
mT5_base
mT5_large
t5-small
mT5_base
mT5_large
mT5_small
BART-base
t5-small
BART-base
mT5_small
mT5_base
mT5_large
t5-small
mT5_large
mT5_base
mT5_small
BART-base
t5-small
mT5_large
mT5_base
BART-base
mT5_small
t5-small
mT5_base
mT5_large
mT5_small
BART-base
t5-small
mT5_base
mT5_large
BART-base
mT5_small
t5-small
BART-base
mT5_base
mT5_large
mT5_small
t5-small
BART-base
mT5_base
mT5_large
mT5_small
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SimpleNER
t5-small
mT5_base
mT5_large
T5-xl (Baseline)
t5-small
mT5_base
mT5_large
mT5_small
BART-base
t5-small
mT5_large
mT5_base
mT5_small
T5-xl (Baseline)
SimpleNER
t5-small
SimpleNER_baseline
mT5_large
mT5_xl
BART-base
ByT5-small (Baseline)
t5-small
T5-small (Baseline)
ByT5-base (Baseline)
BART-base
T5-small (Baseline)
t5-small
mT5_small
ByT5-small (Baseline)
t5-small
mT5_small
BART-base
mT5_large
mT5_base
t5-small
mT5_small
mT5_large
mT5_base
BART-base
ByT5-small (Baseline)
ByT5-base (Baseline)
T5-base (Baseline)
BART-base
ByT5-large (Baseline)
t5-small
BART-base
mT5_base
mT5_large
mT5_small
t5-small
mT5_large
mT5_base
mT5_small
mT5_xl
t5-small
BART-base
mT5_large
mT5_base
mT5_small
t5-small
BART-base
mT5_large
mT5_small
mT5_base
t5-small
BART-base
mT5_large
mT5_base
mT5_small
t5-small
BART-base
mT5_small
mT5_large
mT5_base
t5-small
BART-base
mT5_large
mT5_base
mT5_small
t5-small
BART-base
mT5_large
mT5_base
mT5_small
t5-small
BART-base
mT5_large
mT5_base
mT5_small
t5-small
BART-base
mT5_base
mT5_large
mT5_small
t5-small
BART-base
mT5_large
mT5_base
mT5_small
t5-small
BART-base
mT5_large
mT5_base
mT5_xl